{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "start_time": "2023-04-11T17:59:25.214150Z",
     "end_time": "2023-04-11T17:59:26.156491Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import MyTT as mt\n",
    "import numpy as np\n",
    "from pykalman import KalmanFilter\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "训练数据处理"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "data": {
      "text/plain": "                     date    open    high     low   close   volume  \\\n32    2021-06-07 14:00:00  2467.0  2467.0  2454.0  2456.0  31972.0   \n33    2021-06-07 14:15:00  2455.0  2467.0  2454.0  2462.0  25209.0   \n34    2021-06-07 14:30:00  2462.0  2463.0  2455.0  2459.0  22463.0   \n35    2021-06-07 14:45:00  2459.0  2462.0  2447.0  2448.0  40358.0   \n36    2021-06-07 15:00:00  2448.0  2454.0  2437.0  2445.0  86829.0   \n...                   ...     ...     ...     ...     ...      ...   \n9945  2023-03-22 15:00:00  2515.0  2520.0  2513.0  2518.0  60193.0   \n9946  2023-03-22 21:15:00  2525.0  2525.0  2518.0  2520.0  95777.0   \n9947  2023-03-22 21:30:00  2520.0  2527.0  2516.0  2519.0  68063.0   \n9948  2023-03-22 21:45:00  2520.0  2521.0  2516.0  2517.0  31826.0   \n9949  2023-03-22 22:00:00  2517.0  2521.0  2515.0  2516.0  25894.0   \n\n             adtm   RSI12   RSI20  RSI20_MA5  ...      STD5  kalman_close  \\\n32    -393.157225  36.542  47.150    49.1418  ...  0.002574   2476.178146   \n33     293.304776  40.684  49.235    49.1798  ...  0.002847   2474.309789   \n34     504.586369  39.285  48.234    48.6862  ...  0.002676   2472.292318   \n35   -1194.429987  34.537  44.723    47.9542  ...  0.003004   2469.091172   \n36    6652.301683  33.338  43.808    46.6300  ...  0.002484   2465.916542   \n...           ...     ...     ...        ...  ...       ...           ...   \n9945  3105.597642  61.431  55.942    51.4570  ...  0.001167   2510.487975   \n9946 -7862.771768  63.489  57.238    53.2806  ...  0.001088   2511.741417   \n9947   421.142906  61.693  56.365    55.0712  ...  0.001088   2512.697913   \n9948  -202.578855  58.107  54.612    55.4814  ...  0.000849   2513.264818   \n9949  -223.499745  56.322  53.733    55.5780  ...  0.000892   2513.625246   \n\n      noise_ratio  noise_ratio8  ret_kalman_close8  dkalman30  ddkalman  \\\n32      -0.008149     -0.004282          -0.007128  -0.010161  0.169695   \n33      -0.004975     -0.003720          -0.006939  -0.011080  0.082988   \n34      -0.005377     -0.003939          -0.006722  -0.012496  0.113304   \n35      -0.008542     -0.003422          -0.005951  -0.014646  0.146786   \n36      -0.008482     -0.003326          -0.005173  -0.017445  0.160427   \n...           ...           ...                ...        ...       ...   \n9945     0.002992      0.004429           0.002932  -0.000359 -3.017333   \n9946     0.003288      0.005220           0.003226   0.000528  1.679740   \n9947     0.002508      0.003497           0.003377   0.001350  0.608839   \n9948     0.001486      0.001314           0.003351   0.002430  0.444540   \n9949     0.000945      0.000452           0.003276   0.003106  0.217529   \n\n      volume_ma5  volume_ma10   volume_ma30  \n32       44001.6      71481.2  64604.600000  \n33       36991.4      64763.3  64520.333333  \n34       33237.6      55027.3  64176.900000  \n35       32618.4      45717.4  64448.400000  \n36       41366.2      47204.2  64562.633333  \n...          ...          ...           ...  \n9945     44457.4      47702.6  46503.933333  \n9946     57782.2      54053.5  48579.066667  \n9947     65036.4      52413.7  49143.366667  \n9948     64469.8      49995.9  47599.733333  \n9949     56350.6      48280.0  46769.066667  \n\n[9900 rows x 30 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>date</th>\n      <th>open</th>\n      <th>high</th>\n      <th>low</th>\n      <th>close</th>\n      <th>volume</th>\n      <th>adtm</th>\n      <th>RSI12</th>\n      <th>RSI20</th>\n      <th>RSI20_MA5</th>\n      <th>...</th>\n      <th>STD5</th>\n      <th>kalman_close</th>\n      <th>noise_ratio</th>\n      <th>noise_ratio8</th>\n      <th>ret_kalman_close8</th>\n      <th>dkalman30</th>\n      <th>ddkalman</th>\n      <th>volume_ma5</th>\n      <th>volume_ma10</th>\n      <th>volume_ma30</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>32</th>\n      <td>2021-06-07 14:00:00</td>\n      <td>2467.0</td>\n      <td>2467.0</td>\n      <td>2454.0</td>\n      <td>2456.0</td>\n      <td>31972.0</td>\n      <td>-393.157225</td>\n      <td>36.542</td>\n      <td>47.150</td>\n      <td>49.1418</td>\n      <td>...</td>\n      <td>0.002574</td>\n      <td>2476.178146</td>\n      <td>-0.008149</td>\n      <td>-0.004282</td>\n      <td>-0.007128</td>\n      <td>-0.010161</td>\n      <td>0.169695</td>\n      <td>44001.6</td>\n      <td>71481.2</td>\n      <td>64604.600000</td>\n    </tr>\n    <tr>\n      <th>33</th>\n      <td>2021-06-07 14:15:00</td>\n      <td>2455.0</td>\n      <td>2467.0</td>\n      <td>2454.0</td>\n      <td>2462.0</td>\n      <td>25209.0</td>\n      <td>293.304776</td>\n      <td>40.684</td>\n      <td>49.235</td>\n      <td>49.1798</td>\n      <td>...</td>\n      <td>0.002847</td>\n      <td>2474.309789</td>\n      <td>-0.004975</td>\n      <td>-0.003720</td>\n      <td>-0.006939</td>\n      <td>-0.011080</td>\n      <td>0.082988</td>\n      <td>36991.4</td>\n      <td>64763.3</td>\n      <td>64520.333333</td>\n    </tr>\n    <tr>\n      <th>34</th>\n      <td>2021-06-07 14:30:00</td>\n      <td>2462.0</td>\n      <td>2463.0</td>\n      <td>2455.0</td>\n      <td>2459.0</td>\n      <td>22463.0</td>\n      <td>504.586369</td>\n      <td>39.285</td>\n      <td>48.234</td>\n      <td>48.6862</td>\n      <td>...</td>\n      <td>0.002676</td>\n      <td>2472.292318</td>\n      <td>-0.005377</td>\n      <td>-0.003939</td>\n      <td>-0.006722</td>\n      <td>-0.012496</td>\n      <td>0.113304</td>\n      <td>33237.6</td>\n      <td>55027.3</td>\n      <td>64176.900000</td>\n    </tr>\n    <tr>\n      <th>35</th>\n      <td>2021-06-07 14:45:00</td>\n      <td>2459.0</td>\n      <td>2462.0</td>\n      <td>2447.0</td>\n      <td>2448.0</td>\n      <td>40358.0</td>\n      <td>-1194.429987</td>\n      <td>34.537</td>\n      <td>44.723</td>\n      <td>47.9542</td>\n      <td>...</td>\n      <td>0.003004</td>\n      <td>2469.091172</td>\n      <td>-0.008542</td>\n      <td>-0.003422</td>\n      <td>-0.005951</td>\n      <td>-0.014646</td>\n      <td>0.146786</td>\n      <td>32618.4</td>\n      <td>45717.4</td>\n      <td>64448.400000</td>\n    </tr>\n    <tr>\n      <th>36</th>\n      <td>2021-06-07 15:00:00</td>\n      <td>2448.0</td>\n      <td>2454.0</td>\n      <td>2437.0</td>\n      <td>2445.0</td>\n      <td>86829.0</td>\n      <td>6652.301683</td>\n      <td>33.338</td>\n      <td>43.808</td>\n      <td>46.6300</td>\n      <td>...</td>\n      <td>0.002484</td>\n      <td>2465.916542</td>\n      <td>-0.008482</td>\n      <td>-0.003326</td>\n      <td>-0.005173</td>\n      <td>-0.017445</td>\n      <td>0.160427</td>\n      <td>41366.2</td>\n      <td>47204.2</td>\n      <td>64562.633333</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>9945</th>\n      <td>2023-03-22 15:00:00</td>\n      <td>2515.0</td>\n      <td>2520.0</td>\n      <td>2513.0</td>\n      <td>2518.0</td>\n      <td>60193.0</td>\n      <td>3105.597642</td>\n      <td>61.431</td>\n      <td>55.942</td>\n      <td>51.4570</td>\n      <td>...</td>\n      <td>0.001167</td>\n      <td>2510.487975</td>\n      <td>0.002992</td>\n      <td>0.004429</td>\n      <td>0.002932</td>\n      <td>-0.000359</td>\n      <td>-3.017333</td>\n      <td>44457.4</td>\n      <td>47702.6</td>\n      <td>46503.933333</td>\n    </tr>\n    <tr>\n      <th>9946</th>\n      <td>2023-03-22 21:15:00</td>\n      <td>2525.0</td>\n      <td>2525.0</td>\n      <td>2518.0</td>\n      <td>2520.0</td>\n      <td>95777.0</td>\n      <td>-7862.771768</td>\n      <td>63.489</td>\n      <td>57.238</td>\n      <td>53.2806</td>\n      <td>...</td>\n      <td>0.001088</td>\n      <td>2511.741417</td>\n      <td>0.003288</td>\n      <td>0.005220</td>\n      <td>0.003226</td>\n      <td>0.000528</td>\n      <td>1.679740</td>\n      <td>57782.2</td>\n      <td>54053.5</td>\n      <td>48579.066667</td>\n    </tr>\n    <tr>\n      <th>9947</th>\n      <td>2023-03-22 21:30:00</td>\n      <td>2520.0</td>\n      <td>2527.0</td>\n      <td>2516.0</td>\n      <td>2519.0</td>\n      <td>68063.0</td>\n      <td>421.142906</td>\n      <td>61.693</td>\n      <td>56.365</td>\n      <td>55.0712</td>\n      <td>...</td>\n      <td>0.001088</td>\n      <td>2512.697913</td>\n      <td>0.002508</td>\n      <td>0.003497</td>\n      <td>0.003377</td>\n      <td>0.001350</td>\n      <td>0.608839</td>\n      <td>65036.4</td>\n      <td>52413.7</td>\n      <td>49143.366667</td>\n    </tr>\n    <tr>\n      <th>9948</th>\n      <td>2023-03-22 21:45:00</td>\n      <td>2520.0</td>\n      <td>2521.0</td>\n      <td>2516.0</td>\n      <td>2517.0</td>\n      <td>31826.0</td>\n      <td>-202.578855</td>\n      <td>58.107</td>\n      <td>54.612</td>\n      <td>55.4814</td>\n      <td>...</td>\n      <td>0.000849</td>\n      <td>2513.264818</td>\n      <td>0.001486</td>\n      <td>0.001314</td>\n      <td>0.003351</td>\n      <td>0.002430</td>\n      <td>0.444540</td>\n      <td>64469.8</td>\n      <td>49995.9</td>\n      <td>47599.733333</td>\n    </tr>\n    <tr>\n      <th>9949</th>\n      <td>2023-03-22 22:00:00</td>\n      <td>2517.0</td>\n      <td>2521.0</td>\n      <td>2515.0</td>\n      <td>2516.0</td>\n      <td>25894.0</td>\n      <td>-223.499745</td>\n      <td>56.322</td>\n      <td>53.733</td>\n      <td>55.5780</td>\n      <td>...</td>\n      <td>0.000892</td>\n      <td>2513.625246</td>\n      <td>0.000945</td>\n      <td>0.000452</td>\n      <td>0.003276</td>\n      <td>0.003106</td>\n      <td>0.217529</td>\n      <td>56350.6</td>\n      <td>48280.0</td>\n      <td>46769.066667</td>\n    </tr>\n  </tbody>\n</table>\n<p>9900 rows × 30 columns</p>\n</div>"
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open('file-config.txt', 'r',encoding='utf-8') as f:\n",
    "    file_path = f.read()\n",
    "df= pd.read_csv(\"data\\\\原数据\\\\\"+file_path)\n",
    "def obv(df):\n",
    "    #df = df.reset_index()\n",
    "    df['prev_close'] = df['close'].shift(1)\n",
    "    df['obv'] = 0\n",
    "    df.loc[df['close'] > df['prev_close'], 'obv'] = df['volume']\n",
    "    df.loc[df['close'] < df['prev_close'], 'obv'] = -df['volume']\n",
    "    df['obv'] = df['obv'].cumsum()\n",
    "    del df['prev_close']\n",
    "    return df\n",
    "obv(df)\n",
    "\n",
    "# 定义计算CLV的函数\n",
    "def clv(df):\n",
    "    high = df['high']\n",
    "    low = df['low']\n",
    "    close = df['close']\n",
    "    volume = df['volume']\n",
    "    clv = ((close - low) - (high - close)) / (high - low) * volume\n",
    "    return clv\n",
    "\n",
    "def ret_cal(df,window):\n",
    "    df['close'+str(window)]=df['close'].shift(-window)\n",
    "    df['chg'+str(window)]=df['close'+str(window)]-df['close']\n",
    "    df['ret'+str(window)]=df['chg'+str(window)]/df['close']\n",
    "def ln_ret_cal(df,window):\n",
    "    df['close'+str(window)]=df['close'].shift(-window)\n",
    "    df['ln_ret'+str(window)]=np.log(df['close'+str(window)]/df['close'])\n",
    "def kalman_cal(df,column,oc,tc):\n",
    "    kf = KalmanFilter(transition_matrices=[1],\n",
    "                  observation_matrices=[1],\n",
    "                  initial_state_mean=df.loc[df[column].first_valid_index(), column],\n",
    "                  initial_state_covariance=1,\n",
    "                  observation_covariance=oc,\n",
    "                  transition_covariance=tc)\n",
    "    state_means,_ = kf.filter(df[column].values)\n",
    "    state_means = pd.Series(state_means.flatten(), index=df.index)\n",
    "    df['kalman_'+column] = state_means\n",
    "    return\n",
    "kalman_cal(df,'close',5,0.1)\n",
    "\n",
    "df['chg_pct']=df['close']/df['close'].shift(1)-1\n",
    "# 计算positive LV和negative LV\n",
    "df['positive_lv'] = np.where(df['close'] > df['close'].shift(1), df['volume'], 0)\n",
    "df['negative_lv'] = np.where(df['close'] < df['close'].shift(1), df['volume'], 0)\n",
    "# 计算CLV\n",
    "df['clv'] = clv(df)\n",
    "# 计算ADTM指标\n",
    "df['adtm'] = (2 * df['clv'] + df['negative_lv']) * df['volume']\n",
    "df['adtm']=df['adtm'].apply(lambda x: x/1000000)\n",
    "del df['positive_lv']\n",
    "del df['negative_lv']\n",
    "del df['clv']\n",
    "df.drop(df.head (1).index,inplace=True)\n",
    "\n",
    "df['turnover']=df['volume']\n",
    "\n",
    "\n",
    "df['RSI12']=mt.RSI(df['close'],12)\n",
    "df['RSI20']=mt.RSI(df['close'],20)\n",
    "df['RSI20_MA5']=df['RSI20'].rolling(5).mean()\n",
    "df['ATR20']=mt.ATR(df['high'],df['low'],df['close'],20)\n",
    "df['ATR10']=mt.ATR(df['high'],df['low'],df['close'],10)\n",
    "df['CCI30']=mt.CCI(df['high'],df['low'],df['close'],30)\n",
    "df['CCI14']=mt.CCI(df['high'],df['low'],df['close'],14)\n",
    "df['MACD']=mt.MACD(df['close'],12,26,9)[2]\n",
    "df['MTM30']=mt.MTM(df['close'],30)[0]\n",
    "df['MTM10']=mt.MTM(df['close'],10)[0]\n",
    "df['ROC30']=mt.ROC(df['close'],30)[0]\n",
    "df['ROC10']=mt.ROC(df['close'],10)[0]\n",
    "df['STD26']=mt.STD(df['chg_pct'],26)\n",
    "df['STD5']=mt.STD(df['chg_pct'],5)\n",
    "df['volume_ma5']=df['volume'].rolling(5).mean()\n",
    "df['volume_ma10']=df['volume'].rolling(10).mean()\n",
    "df['volume_ma30']=df['volume'].rolling(30).mean()\n",
    "\n",
    "\n",
    "df['noise']=df['close']-df['kalman_close']\n",
    "df['noise_ratio']=df['noise']/df['kalman_close']\n",
    "\n",
    "df['dkalman30']=df['kalman_close'].diff(30)/df['kalman_close']\n",
    "df['ddkalman']=df['dkalman30'].diff(1)/df['dkalman30']\n",
    "\n",
    "#未来值\n",
    "df['noise_ratio8']=df['noise_ratio'].shift(-8)\n",
    "df['noise_ratio20']=df['noise_ratio'].shift(-20)\n",
    "df['ret_kalman_close8']=(df['kalman_close'].shift(-8)-df['kalman_close'])/df['kalman_close']\n",
    "df['ret_kalman_close20']=(df['kalman_close'].shift(-20)-df['kalman_close'])/df['kalman_close']\n",
    "df['ret_kalman_close50']=(df['kalman_close'].shift(-50)-df['kalman_close'])/df['kalman_close']\n",
    "df.dropna(inplace=True)\n",
    "#df.info()\n",
    "\n",
    "\n",
    "data=df[['date','open','high','low','close','volume','adtm','RSI12','RSI20','RSI20_MA5','ATR20','ATR10','CCI30','CCI14','MACD','MTM30','MTM10','ROC30','ROC10','STD26','STD5','kalman_close','noise_ratio','noise_ratio8','ret_kalman_close8','dkalman30','ddkalman','volume_ma5','volume_ma10','volume_ma30']]\n",
    "\n",
    "now=data['date'].tolist()[-1]\n",
    "now_str=str(now).replace(':','_')\n",
    "data.to_csv('data/训练用/'+file_path,index=False)\n",
    "data"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-04-11T17:59:26.168016Z",
     "end_time": "2023-04-11T17:59:29.464426Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 2000x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(data['kalman_close'][-1000:])\n",
    "plt.plot(data['close'][-1000:])\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-04-11T17:59:29.464426Z",
     "end_time": "2023-04-11T17:59:29.639866Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(data['noise_ratio'][-1000:])\n",
    "#plt.plot(data['close'][-1000:])\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "start_time": "2023-04-11T18:23:50.355688Z",
     "end_time": "2023-04-11T18:23:50.439828Z"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "outputs": [
    {
     "data": {
      "text/plain": "(array([  1.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,   0.,\n          0.,   0.,   0.,   1.,   0.,   0.,   2.,   0.,   1.,   0.,   0.,\n          0.,   0.,   2.,   0.,   4.,   1.,   3.,   3.,   3.,   3.,   1.,\n          2.,   5.,   3.,   6.,   4.,   4.,   5.,   7.,  10.,   9.,  10.,\n         15.,   9.,  24.,  27.,  19.,  42.,  58.,  76., 109., 147., 224.,\n        280., 334., 383., 460., 591., 648., 748., 825., 870., 820., 659.,\n        542., 415., 332., 266., 205., 151., 141.,  98.,  65.,  66.,  31.,\n         28.,  14.,  17.,   8.,  13.,  10.,   6.,  10.,   2.,   2.,   4.,\n          0.,   2.,   2.,   3.,   1.,   1.,   2.,   3.,   0.,   0.,   0.,\n          2.]),\n array([-0.09338172, -0.09188944, -0.09039716, -0.08890488, -0.0874126 ,\n        -0.08592032, -0.08442804, -0.08293577, -0.08144349, -0.07995121,\n        -0.07845893, -0.07696665, -0.07547437, -0.07398209, -0.07248981,\n        -0.07099753, -0.06950525, -0.06801297, -0.06652069, -0.06502841,\n        -0.06353613, -0.06204385, -0.06055157, -0.05905929, -0.05756702,\n        -0.05607474, -0.05458246, -0.05309018, -0.0515979 , -0.05010562,\n        -0.04861334, -0.04712106, -0.04562878, -0.0441365 , -0.04264422,\n        -0.04115194, -0.03965966, -0.03816738, -0.0366751 , -0.03518282,\n        -0.03369054, -0.03219827, -0.03070599, -0.02921371, -0.02772143,\n        -0.02622915, -0.02473687, -0.02324459, -0.02175231, -0.02026003,\n        -0.01876775, -0.01727547, -0.01578319, -0.01429091, -0.01279863,\n        -0.01130635, -0.00981407, -0.00832179, -0.00682952, -0.00533724,\n        -0.00384496, -0.00235268, -0.0008604 ,  0.00063188,  0.00212416,\n         0.00361644,  0.00510872,  0.006601  ,  0.00809328,  0.00958556,\n         0.01107784,  0.01257012,  0.0140624 ,  0.01555468,  0.01704696,\n         0.01853923,  0.02003151,  0.02152379,  0.02301607,  0.02450835,\n         0.02600063,  0.02749291,  0.02898519,  0.03047747,  0.03196975,\n         0.03346203,  0.03495431,  0.03644659,  0.03793887,  0.03943115,\n         0.04092343,  0.04241571,  0.04390798,  0.04540026,  0.04689254,\n         0.04838482,  0.0498771 ,  0.05136938,  0.05286166,  0.05435394,\n         0.05584622]),\n <BarContainer object of 100 artists>)"
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(data['noise_ratio'],bins=100)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "outputs": [
    {
     "data": {
      "text/plain": "[<matplotlib.lines.Line2D at 0x22b2e916310>]"
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,10))\n",
    "plt.plot(data['noise_ratio'])"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
